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    "Library of Composable Base Strategies\n",
    "======================\n",
    "\n",
    "This tutorial will show how to reuse composable base strategies that are part of this software distribution.\n",
    "It is assumed you're already familiar with\n",
    "[basic _backtesting.py_ usage](https://kernc.github.io/backtesting.py/doc/examples/Quick Start User Guide.html).\n",
    "\n",
    "We'll extend the same moving average cross-over strategy as in\n",
    "[Quick Start User Guide](https://kernc.github.io/backtesting.py/doc/examples/Quick Start User Guide.html),\n",
    "but we'll rewrite it as a vectorized signal strategy and add trailing stop-loss.\n",
    "\n",
    "Again, we use our helper moving average function.\n",
    "In practice, one can use functions from any indicator library, such as\n",
    "[TA-Lib](https://github.com/mrjbq7/ta-lib),\n",
    "[Tulipy](https://tulipindicators.org),\n",
    "PyAlgoTrade, ..."
   ]
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      "/home/jk/PycharmProjects/backtesting/backtesting/_plotting.py:34: UserWarning: Jupyter Notebook detected. Setting Bokeh output to notebook. This may not work in Jupyter clients without JavaScript support (e.g. PyCharm, Spyder IDE). Reset with `bokeh.io.reset_output()`.\n",
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Possible fixes:\\n\"+\n     \"</p>\\n\"+\n     \"<ul>\\n\"+\n     \"<li>re-rerun `output_notebook()` to attempt to load from CDN again, or</li>\\n\"+\n     \"<li>use INLINE resources instead, as so:</li>\\n\"+\n     \"</ul>\\n\"+\n     \"<code>\\n\"+\n     \"from bokeh.resources import INLINE\\n\"+\n     \"output_notebook(resources=INLINE)\\n\"+\n     \"</code>\\n\"+\n     \"</div>\"}};\n\n  function display_loaded() {\n    var el = document.getElementById(\"1001\");\n    if (el != null) {\n      el.textContent = \"BokehJS is loading...\";\n    }\n    if (root.Bokeh !== undefined) {\n      if (el != null) {\n        el.textContent = \"BokehJS \" + root.Bokeh.version + \" successfully loaded.\";\n      }\n    } else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(display_loaded, 100)\n    }\n  }\n\n\n  function run_callbacks() {\n    try {\n      root._bokeh_onload_callbacks.forEach(function(callback) { callback() });\n    }\n    finally {\n      delete root._bokeh_onload_callbacks\n    }\n    console.info(\"Bokeh: all callbacks have finished\");\n  }\n\n  function load_libs(js_urls, callback) {\n    root._bokeh_onload_callbacks.push(callback);\n    if (root._bokeh_is_loading > 0) {\n      console.log(\"Bokeh: BokehJS is being loaded, scheduling callback at\", now());\n      return null;\n    }\n    if (js_urls == null || js_urls.length === 0) {\n      run_callbacks();\n      return null;\n    }\n    console.log(\"Bokeh: BokehJS not loaded, scheduling load and callback at\", now());\n    root._bokeh_is_loading = js_urls.length;\n    for (var i = 0; i < js_urls.length; i++) {\n      var url = js_urls[i];\n      var s = document.createElement('script');\n      s.src = url;\n      s.async = false;\n      s.onreadystatechange = s.onload = function() {\n        root._bokeh_is_loading--;\n        if (root._bokeh_is_loading === 0) {\n          console.log(\"Bokeh: all BokehJS libraries loaded\");\n          run_callbacks()\n        }\n      };\n      s.onerror = function() {\n        console.warn(\"failed to load library \" + url);\n      };\n      console.log(\"Bokeh: injecting script tag for BokehJS library: \", url);\n      document.getElementsByTagName(\"head\")[0].appendChild(s);\n    }\n  };var element = document.getElementById(\"1001\");\n  if (element == null) {\n    console.log(\"Bokeh: ERROR: autoload.js configured with elementid '1001' but no matching script tag was found. \")\n    return false;\n  }\n\n  var js_urls = [\"https://cdn.pydata.org/bokeh/release/bokeh-1.0.3.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.0.3.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.0.3.min.js\", \"https://cdn.pydata.org/bokeh/release/bokeh-gl-1.0.3.min.js\"];\n\n  var inline_js = [\n    function(Bokeh) {\n      Bokeh.set_log_level(\"info\");\n    },\n    \n    function(Bokeh) {\n      \n    },\n    function(Bokeh) {\n      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-1.0.3.min.css\");\n      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-1.0.3.min.css\");\n      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.0.3.min.css\");\n      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-widgets-1.0.3.min.css\");\n      console.log(\"Bokeh: injecting CSS: https://cdn.pydata.org/bokeh/release/bokeh-tables-1.0.3.min.css\");\n      Bokeh.embed.inject_css(\"https://cdn.pydata.org/bokeh/release/bokeh-tables-1.0.3.min.css\");\n    }\n  ];\n\n  function run_inline_js() {\n    \n    if ((root.Bokeh !== undefined) || (force === true)) {\n      for (var i = 0; i < inline_js.length; i++) {\n        inline_js[i].call(root, root.Bokeh);\n      }if (force === true) {\n        display_loaded();\n      }} else if (Date.now() < root._bokeh_timeout) {\n      setTimeout(run_inline_js, 100);\n    } else if (!root._bokeh_failed_load) {\n      console.log(\"Bokeh: BokehJS failed to load within specified timeout.\");\n      root._bokeh_failed_load = true;\n    } else if (force !== true) {\n      var cell = $(document.getElementById(\"1001\")).parents('.cell').data().cell;\n      cell.output_area.append_execute_result(NB_LOAD_WARNING)\n    }\n\n  }\n\n  if (root._bokeh_is_loading === 0) {\n    console.log(\"Bokeh: BokehJS loaded, going straight to plotting\");\n    run_inline_js();\n  } else {\n    load_libs(js_urls, function() {\n      console.log(\"Bokeh: BokehJS plotting callback run at\", now());\n      run_inline_js();\n    });\n  }\n}(window));"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from backtesting.test import SMA"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "_Backtesting.py_ package includes\n",
    "[_lib_](https://kernc.github.io/backtesting.py/doc/backtesting/lib.html)\n",
    "module that contains various reusable utilities for developing strategies.\n",
    "Some of those utilities are composable base strategies one can extend and build upon.\n",
    "\n",
    "We import and extend two of those strategies here:\n",
    "* [`SignalStrategy`](https://kernc.github.io/backtesting.py/doc/backtesting/lib.html#backtesting.lib.SignalStrategy)\n",
    "  which decides upon a single signal vector whether to buy into a position, akin to\n",
    "  [vectorized backtesting](https://www.google.com/search?q=vectorized+backtesting)\n",
    "  engines, and\n",
    "* [`TrailingStrategy`](https://kernc.github.io/backtesting.py/doc/backtesting/lib.html#backtesting.lib.TrailingStrategy)\n",
    "  which automatically trails the current price with a stop-loss order some multiple of\n",
    "  [average true range](https://en.wikipedia.org/wiki/Average_true_range)\n",
    "  (ATR) away."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from backtesting.lib import SignalStrategy, TrailingStrategy\n",
    "\n",
    "\n",
    "class SmaCross(SignalStrategy,\n",
    "               TrailingStrategy):\n",
    "    n1 = 10\n",
    "    n2 = 20\n",
    "    \n",
    "    def init(self):\n",
    "        # In init() and in next() it is important to call the\n",
    "        # super method to properly initialize all the classes\n",
    "        super().init()\n",
    "        \n",
    "        # Precompute the two moving averages\n",
    "        sma1 = self.I(SMA, self.data.Close, self.n1)\n",
    "        sma2 = self.I(SMA, self.data.Close, self.n2)\n",
    "        \n",
    "        # Taking a first difference (`.diff()`) of a boolean\n",
    "        # series results in +1, 0, and -1 values. In our signal,\n",
    "        # as expected by SignalStrategy, +1 means buy,\n",
    "        # -1 means sell, and 0 means to hold whatever current\n",
    "        # position and wait. See the docs.\n",
    "        signal = (pd.Series(sma1) > sma2).astype(int).diff().fillna(0)\n",
    "        \n",
    "        # Set the signal vector using the method provided\n",
    "        # by SignalStrategy\n",
    "        self.set_signal(signal)\n",
    "        \n",
    "        # Set trailing stop-loss to 4x ATR\n",
    "        # using the method provided by TrailingStrategy\n",
    "        self.set_trailing_sl(4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note, since the strategies in _lib_ may require their own intialization and next-tick logic, be sure to **always call `super().init()` and `super().next()` in your overridden methods**.\n",
    "\n",
    "Let's see how the example strategy fares on historical Google data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Start                     2004-08-19 00:00:00\n",
       "End                       2013-03-01 00:00:00\n",
       "Duration                   3116 days 00:00:00\n",
       "Exposure [%]                            95.86\n",
       "Equity Final [$]                    110002.61\n",
       "Equity Peak [$]                     110092.67\n",
       "Return [%]                            1000.03\n",
       "Buy & Hold Return [%]                  703.46\n",
       "Max. Drawdown [%]                      -37.68\n",
       "Avg. Drawdown [%]                       -5.52\n",
       "Max. Drawdown Duration      689 days 00:00:00\n",
       "Avg. Drawdown Duration       39 days 00:00:00\n",
       "# Trades                                   94\n",
       "Win Rate [%]                            54.26\n",
       "Best Trade [%]                          56.98\n",
       "Worst Trade [%]                        -17.03\n",
       "Avg. Trade [%]                           3.00\n",
       "Max. Trade Duration         121 days 00:00:00\n",
       "Avg. Trade Duration          32 days 00:00:00\n",
       "Expectancy [%]                           7.43\n",
       "SQN                                      1.89\n",
       "Sharpe Ratio                             0.25\n",
       "Sortino Ratio                            0.67\n",
       "Calmar Ratio                             0.08\n",
       "_strategy                            SmaCross\n",
       "dtype: object"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
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       "\n",
       "\n",
       "\n",
       "\n",
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min = lows && _bt_extremes(lows, Infinity, Math.min);\\n        if (min !== Infinity && max !== -Infinity) {\\n            const pad = (max - min) * .03;\\n            range.start = min - pad;\\n            range.end = max + pad;\\n        }\\n    };\\n\\nclearTimeout(window._bt_autoscale_timeout);\\n\\nwindow._bt_autoscale_timeout = setTimeout(function () {\\n    /**\\n     * @variable cb_obj `fig_ohlc.x_range`.\\n     * @variable source `ColumnDataSource`\\n     * @variable ohlc_range `fig_ohlc.y_range`.\\n     * @variable volume_range `fig_volume.y_range`.\\n     */\\n\\n    let index = source.data['index'],\\n        i = Math.max(_bt_bin_search(index, cb_obj.start) - 1, 0),\\n        j = Math.min(_bt_bin_search(index, cb_obj.end) + 1, index.length);\\n\\n    _bt_scale_range(\\n        ohlc_range,\\n        source.data['ohlc_high'].slice(i, j),\\n        source.data['ohlc_low'].slice(i, j));\\n    try {\\n        _bt_scale_range(\\n            volume_range,\\n            source.data['Volume'].slice(i, j),\\n            0);\\n    } catch (e) {}  // volume_range may be undefined\\n\\n}, 50);\\n\"},\"id\":\"1354\",\"type\":\"CustomJS\"},{\"attributes\":{},\"id\":\"1109\",\"type\":\"UnionRenderers\"},{\"attributes\":{\"format\":\"0 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\",\"dtype\":\"float64\",\"shape\":[2148]},\"Volume\":[22351900,11428600,9137200,7631300,4598900,3551000,3109000,2601000,2461400,4573700,7566900,2578800,2926700,2495300,2032900,4353800,3926000,5419900,5361900,4637800,4741000,5319700,3618000,3794400,4272100,4566300,3536600,8473000,15273500,6885900,7570000,6517900,7494100,6697400,7064600,5540300,5241300,5838600,9893000,52263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Application\",\"version\":\"1.0.3\"}};\n",
       "  var render_items = [{\"docid\":\"536e0b46-a1a4-46e5-9478-0764e5d88d2c\",\"roots\":{\"1428\":\"fcf916c1-cb40-4c87-aa78-a1707487f06e\"}}];\n",
       "  root.Bokeh.embed.embed_items_notebook(docs_json, render_items);\n",
       "\n",
       "  }\n",
       "  if (root.Bokeh !== undefined) {\n",
       "    embed_document(root);\n",
       "  } else {\n",
       "    var attempts = 0;\n",
       "    var timer = setInterval(function(root) {\n",
       "      if (root.Bokeh !== undefined) {\n",
       "        embed_document(root);\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "      attempts++;\n",
       "      if (attempts > 100) {\n",
       "        console.log(\"Bokeh: ERROR: Unable to run BokehJS code because BokehJS library is missing\");\n",
       "        clearInterval(timer);\n",
       "      }\n",
       "    }, 10, root)\n",
       "  }\n",
       "})(window);"
      ],
      "application/vnd.bokehjs_exec.v0+json": ""
     },
     "metadata": {
      "application/vnd.bokehjs_exec.v0+json": {
       "id": "1428"
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from backtesting import Backtest\n",
    "from backtesting.test import GOOG\n",
    "\n",
    "bt = Backtest(GOOG, SmaCross, commission=.002)\n",
    "\n",
    "bt.run()\n",
    "bt.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Notice how managing risk with a trailing stop-loss severely limits our losses.\n",
    "\n",
    "For other strategies of the sort, and other reusable utilities in general, see the\n",
    "[_lib_ module reference](https://kernc.github.io/backtesting.py/doc/backtesting/lib.html)."
   ]
  }
 ],
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   "name": "python3"
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    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
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